HPML 2019

2nd High Performance Machine Learning Workshop

Acceptance notifications will be released soon

PREVIOUS HPML: HPML2018

May 14th, 2019, Cyprus.

Held in conjunction with IEEE / ACM CCGRID 2019

Overview

This workshop is intended to bring together the Machine Learning (ML), Artificial Intelligence (AI) and High Performance Computing (HPC) communities. In recent years, much progress has been made in Machine Learning and Artificial Intelligence in general. This progress required heavy use of high performance computers and accelerators. Moreover, ML and AI have become a “killer application” for HPC and, consequently, driven much research in this area. These facts point to an important cross-fertilization that this workshop intends to nourish.

We invite researchers and professionals to take part in this workshop to discuss the challenges of Machine Learning, AI and HPC, and share their insights, use cases, tools and best practices.

Proceedings will be published in IEEE Xplore.

A number of papers will be selected and authors invited to a special issue of the Journal Concurrency and Computation - Practice and Experience - Special Issue on Advances in Parallel and High Performance Computing for Artificial Intelligence Applications

HPML 2019 flyer

Topics

Topics

Topics of interest include, but are not limited to:

  • Distributed and parallel Machine Learning (including deep learning) models
  • Large scale Machine Learning applications
  • Parallel statistical models
  • Large scale data analytics
  • Machine learning applied to HPC
  • Accelerated Machine Learning
  • HPC applied to Machine Learning
  • Benchmarking, performance measurements, and analysis of ML models
  • Hardware acceleration for ML and AI
  • HPC infrastructure and resource management for ML
  • Parallel Causal Models
  • Cloud-based ML/AI
Submission

Submission

We invite authors to submit original work to HPML. All papers will be peer reviewed and accepted papers will be published in IEEE Xplore. A number of papers will be selected and authors invited to a special issue of the Journal Concurrency and Computation - Practice and Experience - Special Issue on Advances in Parallel and High Performance Computing for Artificial Intelligence Applications

Submissions must be in English, limited to 8 pages in the IEEE conference format (see https://www.ieee.org/conferences/publishing/templates.html )

All submissions should be made electronically through the Easychair website ( https://easychair.org/conferences/?conf=hpml2019 ).

Attendees must register in the IEEE / ACM CCGrid conference to take part in HPML2019: http://www.ccgrid2019.org/index.html

Committees

Organizing Committee

  • Eduardo Rocha Rodrigues, IBM Research - edrodri (at) br (dot) ibm (dot) com
  • Jairo Panetta, Instituto Tecnologico de Aeronautica, ITA, Brazil
  • Bruno Raffin, INRIA, France
  • Abhishek Gupta, Schlumberger, USA
  • Leonardo Bautista Gomez, Barcelona Supercomputing Center, Spain
  • Marco Netto, IBM Research, Brazil

Workshop Committee

  • Aleksandr Drozd, Tokyo Institute of Technology, Japan
  • Aline Paes, Universidade Federal Fluminense, UFF, Brazil
  • Brian Van Essen, Lawrence Livermore National Laboratory, USA
  • Bruno Schulze, Laboratorio Nacional de Computacao Cientifica, LNCC, Brazil
  • Celso Mendes, Instituto Nacional de Pesquisas Espaciais, INPE, Brazil
  • Daniela Ushizima, Lawrence Berkeley National Laboratory, USA
  • Dario Garcia-Gasulla, Barcelona Supercomputing Center, Spain
  • Dingwen Tao, University of Alabama, USA
  • Emmanuel Jeannot, INRIA, France
  • Fabio Cozman, Universidade de Sao Paulo, USP, Brazil
  • Gabriel Perdue, Fermilab, USA
  • Holger Fröning, University of Heidelberg, Germany
  • Janis Keuper, Fraunhofer Institute for Industrial Mathematics ITWM, Germany
  • Lucas Mello Schnorr, Universidade Federal do Rio Grande do Sul, UFRGS, Brazil
  • Mauricio Araya, Shell Oil USA, USA
  • Olivier Beaumont, INRIA, France
  • Rick L. Stevens, Argonne National Laboratory, USA
  • Steven R Young, Oak Ridge National Laboratory, USA
  • Yong Liu, Outreach, USA
Dates

Important Dates

Submission deadline: February 22nd, 2019 March 1st, 2019

Acceptance notifications: March 22nd, 2019

Camera-ready papers: March 29th, 2019

Workshop: May 14th, 2019